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Fresh reporting on active vulnerabilities, security patches, incident response, and threat research for defenders.
A model that fits can still die on one long prompt. Here is the arithmetic behind the second allocation that grows with context, and how to shrink it.
Weights are only one of four memory buckets, and past roughly 115k tokens the KV cache costs more than the model does. Here is the arithmetic in full.
Prefill is compute-bound, decode is bandwidth-bound, and KV cache is what really caps concurrency. The metrics, memory maths and tradeoffs behind serving.
The same 320B model is 328 GB in FP8 and near 135 GB at 4 bits. Bytes-per-parameter math, per-format tradeoffs, and how to size a box that actually fits.
Prepare for the September 2026 FIPS 140-2 sunset. Learn the procurement impacts, technical breaking changes, and exact steps to migrate stacks to FIPS 140-3.
Explore the EU Cyber Resilience Act Article 14 mandatory 24-hour vulnerability reporting rules, ENISA platform architecture, and PSIRT compliance steps.
Learn how to detect and evict CosmicSting (CVE-2024-34102) backdoors and StyleSmuggler CSS skimmers in Magento and Adobe Commerce beyond basic vendor patching.
Critical GitLab arbitrary file read flaw leaks server secrets. Learn how to hunt logs, stop admin session forgery, and execute an incident recovery runbook.